Spatially Distorted Signaling: How Opinions Against Wind Infrastructure Delay Our Transition to Renewable Energy

In hopes to understand potential delays in our transition to a more sustainable future this study analyzed the activity of U.S. wind power plants (2000-2016) to inspect how population density, median income, and anti-wind opinions impacted wind plant operations. An investigation was conducted to quantify propensities in relation to local resistance against renewable energy developments for the listed attributes.
Statistical Analysis
Logit
Wind Power
Energy Access
Sustainable Energy Decarbonization Transition
Author

Sofia Ingersoll

Published

December 14, 2023

Spatially Distorted Signaling: How Opinions Against Wind Infrastructure Delay Our Transition to Renewable Energy

🗃️GitHub Repo: https://github.com/saingersoll/Spatially-Distorted-Signaling-US-Wind-Infrastructure

Overview

Spatial Distorted Signalling (SDS) is a term that describes the mobilization of minority opinion holders to promote legislation that aligns with their beliefs and electorally push-back (Stokes, et al, 2016). The SDS phenomenon has the ability to skew the accurate representation of public opinions due to effective organization practices. Leading to a disproportionate number of minority opinion holder interactions used to influence local legislators. As well as more trends in collective voting for smaller elections. Natural occurrences of the SDS phenomenon were recently observed in rural Canadian communities. After new legislation was passed by the Green Party to provide incentive for large-scale wind power developments, minority opinion holders gathered strategically. Their intention was to vote out the Green Party in the following election out of retaliation and they succeeded. The policy was amended shortly after, halting new production of wind power infrastructure. Within the U.S. a number of wind plant developments have encountered similar outcomes. In this investigation, we will seek to understand how population density, median income, and anti-wind power opinions within 3 km of wind power plants impacted the plant’s operational activity (2000-2016) to provide insights into localized resistance and its effects on renewable energy projects.

Main Takeaways

\[\operatorname{logit}(p)=\log \left(\frac{p}{1-p}\right)=\beta_0+\beta_1 (Population Density) * \beta_2 (Median Income) * \beta_3 (AntiWindOpinion) +\varepsilon\]

The overarching logit model analysis did not provide significant findings, but alluded to influential covariate interactions. The multivariate interaction model was leveraged to tabulate individually significant propensities. The probabilities revealed with an increase in median income there was a decreased in active wind energy developments, regardless of population size, and wind opinion. Further exploration of the covariate interactions are encouraged with expanded datasets, as a limited amount of data was utilized for this study, restricting the sample analysis. Using what is currently available, we will interpret the socioeconomic factors in this model as they relate to real-world social and political dynamics.

Population Density

Interestingly, pro/neutral-wind power regions revealed as population density and median income increased the odds of having an operational wind power plant decreased. Areas with pro/neutral-wind power sentiments in the lowest income percentile were found to have increased odds of an active wind plant as population density increased.

Whereas in anti-wind regions, across all median income groups, areas with higher population densities had marginally greater odds of having an inactive wind plant. These anti-wind findings suggested areas with higher median income are at greater risk of experiencing SDS. Both trends revealed could be an indication of the magnitude in which socioeconomic interactions influence sustainable energy developments.

Median Income

Overall, higher-income areas had decreased odds of having an active wind plant. Regardless of a pro/neutral-wind power sentiment, as the median wealth increased the odds of operational wind plant activity decreased. This may be an indicator that wealthier areas are at greater risk of experiencing SDS due to disproportionate access to financial resources that influence energy policy decisions. Advantages such as wealth assist minority opinion holders when strategically lobbying to tailor policies to better align with their priorities. Uneven socioeconomic power-dynamics lead to minority opinion holders preventing the development of wind power infrastructure, alongside other renewable energy solutions. Overall, these findings suggest that socioeconomic factors play a heavily influential role in shaping renewable energy projects.

Anti-Wind Infrastructure Opinion

As suspected, areas with higher opposition to wind infrastructure were less likely to have operational wind plants. Conversely, the opposite was seen for pro/neutral-wind opinion holding areas. This aligns with expectations that local opposition and social mobilization impacts the establishment of wind plants. Therefore, addressing and mitigating local resistance is essential for enhancing the feasibility and acceptance of wind energy initiatives.

Figure 1: Wind turbines on the Bishop Hill wind farm operate among the corn and soybean fields near Bishop Hill, Illinois (U.S. Department of Agriculture, 2017).

U.S. Wind Power Plant Data

The data source that was utilized in this project, US Wind Data, focuses on the public stance on wind infrastructure for census tract regions within a 3 km buffer zone of a wind infrastructure project. It contains categorical variables, binary variables, continuous socioeconomic factors such as % of races, % precinct political GOP affiliated voting share, mobilization tactics, and more. For simplicity’s sake, we’re going to focus on the variables below.

Variables of Interest:

Name Description
status Describes the project operating status. In this study, we have converted it into a binary variable: 1 is operating, 0 is not_operating.
pop_den Tract-level 2010 census data for population density (per mi^2)
med_inc Tract-level 2010 census data for median income ($)
is_anti_wind Binary measure of wind opposition: 1 is against wind power developments, 0 is pro wind power developments.

U.S. Wind Power Plant Locations

Before diving in, let’s get a sense of where we’ll be investigating.

Code
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# ----       Load Libraries      ----
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# The following libraries were selected based on their functionality and ability to optimize our data for mapping.

# Loading Libraries
library(tidyverse)        # essential r package 
library(sf)               # package simplifies spatial dataframes
library(tmap)
library(terra)
library(broom)
library(stars)
library(sjPlot)
library(naniar)
library(cowplot)
library(leaflet)
library(maptiles)       
library(ggthemes)
library(ggspatial)
library(patchwork)
library(kableExtra)

set.seed(99)
knitr::opts_chunk$set(echo = T, warning = F, message = F)

#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# ----        Read & Raster      ----
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# Below we will use the package `sf` to convert the lat/long vector data 
# into a raster geometry column. In this single line, we will also be 
# assigning the CRS EPSG:4326 to the sf data frame.
# Coordinate Reference Systems, CRS, are required in order for the data
# to be projected onto a map. The CRS was selected because it 
# provides a relatively proportionate display of the United States.
# We are open to suggestions regarding our CRS if a different project better fits our data.

# reading in & storing data
wind_data <- read.csv("../data/wind_data/wind_data_usa.csv")  

# Confirm the Data Loaded Properly
#head(wind_data)                  # displays the first 6 rows of the data

# Let's read in our data
wind_sf <- wind_data %>%       
  # creates geometry column with desired crs 
  st_as_sf(coords = c("longitude", "latitude"), crs = 4326) %>% 
  select(plant_name, everything())
                                     
# quick CRS check
#glimpse(crs(wind_sf))                  # output should reveal WGS84, EPSG:4326

#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# ----        Check Point!       ----
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# Let's stop and see if our outputs are what we expect.
# Were the lat/long columns correctly converted into a geometry column?
# setdiff() is a way to quickly determine the differences between two data sets.

# Sweet! we are looking good
#setdiff(colnames(wind_sf), colnames(wind_data))

#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# ----        Map Wind Plants    ----
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# Using tmap(), we can visualize the locations of wind infrastructure power plants
# throughout the United States. To achieve a more granular map, we'll need to
# utilize another data set to create a base layer for our map in order to 
# observe these wind plants with respect to state and county jurisdictions. 

# First visual of the U.S. wind data provided by the geometry points
# make sure tmap is in interactive mode
tmap_mode("view")

# create the interactive map
tm_shape(wind_sf) +
  tm_dots(
    col = "darkgreen",
    size = 0.05,
    alpha = 0.5
  ) +
  tm_basemap("OpenStreetMap")

Figure 2: Toggleable map containing the US power plant data utilized for this anaylsis. Information about the area’s activism, polticial sentiment, median income ($), population composition, and more is available when clicking on a green bubble.

Data Distribution

Before jumping into any analysis, it’s important to get a sense of how the data is distributed and if there are any underlying trends or biases. We will employ a multivariate model to describe the effect of census tract level population density on the operating status of wind power infrastructure. A combination of binary and interaction logit regression will be considered. The initial model will apply OLS regression, this is really a formality to demonstrate why OLS is not the correct approach for interpreting our relationships of interest. The following will be a model with two continuous variables. These variables focus more on regionally dependent factors that intuitively seem to have an impact on mobilization variables that we don’t have time to cover in this project. We’ll be working with a mix of discrete and continuous data, so there some wrangling will be necessary to run the regressions we’re interested in.

Code
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# ---- Inspect & Standarize Data ----
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# Determining Variable Assignments for OLS
#unique(wind_sf$status)     # displays unique values in this

# Need to rename status output variables
# creating two categories: operating & not_operating
# We are removing 'Operating | Decommissioned' because it skews the data
unwanted_status <- "Operating | Decommissioned"
replacement_status <- "Uncertain Status"
wind_sf$status[wind_sf$status== unwanted_status]<-"Uncertain Status"  

# were we successful ?
#unique(wind_sf$status)     # displays unique values in this

# cleaning out NAs for OLS
wind_sf <- wind_sf %>%
  filter(is.na(status) == 'FALSE') %>% 
  filter(is.na(is_anti_wind) == 'FALSE') %>% 
  filter(is.na(pop_den) == 'FALSE') %>% 
  filter(is.na(med_inc) == 'FALSE') %>% 
  filter(is.na(median_age) == 'FALSE') %>% 
  filter(is.na(n_turbs) == 'FALSE')

# were we successful ?
#unique(wind_sf$status)     # displays unique values in this

# if_else preserves the data type but replaces unwanted values
wind_us <- wind_sf %>% 
  mutate(status = if_else(
    status %in% c('Cancelled', 'Out of service (temporarily)', 'Standby', 'Decommissioned', 'Uncertain Status'), 'not_operating',
    'operating') 
  )

# are our only outputs "operating" and "not_operating"?
#print(unique(wind_us$status))

# status as factor and reassigned values
wind_us <- wind_us %>% 
  mutate(status = case_when(status == "operating" ~ 1,
            status == "not_operating" ~ 0))

#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# ----        Check point!       ----
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# are our only outputs 0 or 1?
#paste("The indicator column contains", {unique(wind_us$status)})

#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# ----           Violin Distribution          ----
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# create the violin plot with log scale
density_plot <- ggplot(data = wind_us, 
                       aes(x = factor(status), 
                           y = pop_den, 
                           fill = factor(status))) + 
  
  geom_violin(alpha = 0.6, color = "darkblue") + 
  
  geom_jitter(col = "#F84C0B",
              width = 0,
              height = 0.05,
              alpha = 0.35,
              size = 4) +
  
  labs(title = "Population Density vs Wind Power Plant Operating Status",
       subtitle= "Logorithimic Distribution",
       x = "Activation Status",
       y = expression("Population Density (Log Scale, " ~ mi^-2 ~ ")")) + 
  
  
  # rename x-axis labels for clarity
  scale_x_discrete(labels = c("0" = "Inactive", "1" = "Active")) +  
  # apply logarithmic scale to y-axis
  scale_y_log10() + 
  
  theme_538() + 
  
  scale_fill_manual(values = c("skyblue", "darkblue")) +
  
  # adjust title font and alignment
  theme(plot.title = element_text(size = 40,
                                  family = "Georgia", 
                                  face = "bold",
                                  hjust = .99,
                                  color ="#293F2C"),  
        
        # adjust subtitle font and alignment
        plot.subtitle = element_text(size = 38,
                                     family = "Georgia",
                                     color ="#293F2C",
                                     hjust = 0.5), 
        
        axis.title = element_text(size = 36,
                                  family = "Georgia",
                                  color ="#293F2C"),
        
        axis.text = element_text(size = 34,
                                 family = "Georgia",
                                  color ="#293F2C"),
        
         # move legend to the bottom
        legend.position = "top", 
        
        # remove legend title if not needed
        legend.title = element_blank(),  
        
        # adjust legend text size
        legend.text = element_text(size = 34,
                                   family = "Georgia",
                                   color ="#293F2C"), 
        
         # background color for legend
        legend.key = element_rect(fill = "grey94", color = "grey94"), 
        
        plot.background = element_rect(color = "#FDFBF7")
        ) +  
  
  coord_flip()

#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# ----        Jitter OLS + GLM                ----
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# jitter plot with smooth lines
jitter_plot_optimized <- ggplot(data = wind_us, 
                                aes(x = pop_den, 
                                    y = status)) + 
  
  # assign color to legend 
 geom_jitter(aes(color = "Data Points"),
              width = 0,
              height = 0.05,
              alpha = 0.6,
             # adjusted size for better visibility
              size = 4) +  
  
  geom_smooth(method = "lm",
              se = FALSE,
              aes(color = "OLS Line"),
              # slightly thicker line for visibility
              size = 1.2,  
              linetype = "solid") + 
  
  geom_smooth(method = "glm",
              se = T,
              aes(color = "GLM Line"),
              size = 1.2,
              linetype = "dashed",
              method.args = list(family = "binomial")) +
  
  labs(title = "Population Density vs Wind Power Plant Operating Status",
      subtitle= "Logorithimic Distribution Regression Comparison",
       y = "Activation Status",
       x = expression("Population Density (Log Scale, " ~ mi^-2 ~ ")")) + 
  
  # rename yaxis labels for clarity
  scale_y_continuous(breaks = c(0, 1),
                     labels = c("0" = "Inactive", "1" = "Active")) + 
  
  scale_x_log10() + 
  
  theme_538() +
  
  # adjust title font and alignment
  theme(plot.title = element_text(size = 40,
                                  family = "Georgia", 
                                  face = "bold",
                                  hjust = .99,
                                  color ="#293F2C"),  
        
        # adjust subtitle font and alignment
        plot.subtitle = element_text(size = 38,
                                     family = "Georgia",
                                     hjust = 0.5,
                                     color ="#293F2C"), 
        
        axis.title = element_text(size = 36,
                                  family = "Georgia",
                                  color ="#293F2C"),
        
        axis.text = element_text(size = 34,
                                 family = "Georgia",
                                  color ="#293F2C"),
        
         # move legend to the bottom
        legend.position = "top", 
        
        # remove legend title if not needed
        legend.title = element_blank(),  
        
        # adjust legend text size
        legend.text = element_text(size = 34,
                                   family = "Georgia",
                                  color ="#293F2C"), 
        
         # background color for legend
        legend.key = element_rect(fill = "grey94", color = "grey94"), 
        
        plot.background = element_rect(color = "#FDFBF7")
        ) +   
  # assign colors + labels
   scale_color_manual(name = "Legend",  
                     values = c("Data Points" = "#F84C0B", 
                                "OLS Line" = "blue", 
                                "GLM Line" = "skyblue"),
                     labels = c("Data Points" = "Data Points", 
                                "OLS Line" = "OLS Line", 
                                "GLM Line" = "GLM Line"))


# combine plots horizontally
combined_plot <- density_plot + 
                  jitter_plot_optimized + 
  # arrange plots side by side
                  plot_layout(ncol = 2)  

combined_plot

Figure 3: The two visual aids above contain violin plot with jitter points (left) and a comparative regression plot using OLS and GLM (right). The x-axis is the population density and the y-axis is the operational status for the wind power plant. Binary indicator variable will be status column active is 1, and inactive will be 0. Combining two figures provides us fuller insights into both the general trend and changes in probability of the binary outcome for the population density predictor.

The visualizations display the majority of the distribution lies within the actively operating wind infrastructure plants. This is an early indication of the degree of sample bias influencing our analysis. A trend of inactive plants and lower population density is notable in both figures. Collectively they demonstrate smaller population densities contain more inactive wind infrastructure plants. This could be attributed to with weight of a singular vote in regions with smaller demographics. Local mobilization of minority opinion holders in these regions have a greater availability to push back against policymakers. However, this visual does not encapsulate all of the necessary information required to determine this with full certainty. Our data set has low availability for non-operating infrastructure and as such, in the regression figure on the right these are being treated as outliers.

Odds Ratio for a Logit Model

To interpret the model, we compute the odds ratios for each coefficient, providing insight into how each variable and its interactions affect wind plant activity.

\[\operatorname{logit}(p)=\log \left(\frac{p}{1-p}\right)=\beta_0+\beta_1 (Population Density) * \beta_2 (Median Income) * \beta_3 (AntiWindOpinion) +\varepsilon \]

The Summary of Coefficients Table provides a comprehensive view of how each variable and their interactions contribute to the likelihood of wind plant activity, facilitating a better understanding of the model’s results (Table 1). For those less familiar with interpreting multivariate relationships:

  • Estimations reveal the model’s predicted effect on the activity status from a single unit increase in a variable. Another way to interpret this is using the odds ratio to understand the individual effects of each variable on the likelihood of having an active wind plant. The interaction terms show how the relationship between each pair of variables influences the odds of operational wind plant activity.

  • For instance, the interaction between pop_den:is_anti_wind captures how wind plant operational activity is affected with each unit increase in population density in areas with anti-wind power sentiment. In the instance of this dataset for this interaction model, an insignificant decrease in the odds of an activate wind plant was observed as population increases in anti-wind power areas. However, this is for the overall model and invites further exploration into how different socioeconomic groups vary in propensity for an active wind plant.

Code
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# ----     Comprehensive Model   ----
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# fit the comprehensive model
comprehensive_model <- glm(status ~ pop_den * med_inc * is_anti_wind,
                           data = wind_us,
                           family = 'binomial')

# get summary object to extract p-values and standard errors
model_summary <- summary(comprehensive_model)
coef_table <- model_summary$coefficients

# build the summary data frame
coef_summary <- data.frame(
  Term = rownames(coef_table),
  Estimate = coef_table[, "Estimate"],
  Std_Error = coef_table[, "Std. Error"],
  p_value = coef_table[, "Pr(>|z|)"],
  Odds_Ratio = exp(coef_table[, "Estimate"])
)

# round and style the table
kable(coef_summary, format = "html", digits = 4, caption = "Table 1: Summary of Coefficients, Odds Ratios, and P-values") %>%
  kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive"),
                position = "center", font_size = 12)
Table 1: Summary of Coefficients, Odds Ratios, and P-values
Term Estimate Std_Error p_value Odds_Ratio
(Intercept) (Intercept) 4.1017 1.2132 0.0007 60.4441
pop_den pop_den 0.0011 0.0018 0.5491 1.0011
med_inc med_inc 0.0000 0.0000 0.7639 1.0000
is_anti_wind is_anti_wind -0.7008 1.5483 0.6508 0.4962
pop_den:med_inc pop_den:med_inc 0.0000 0.0000 0.4573 1.0000
pop_den:is_anti_wind pop_den:is_anti_wind -0.0016 0.0033 0.6337 0.9984
med_inc:is_anti_wind med_inc:is_anti_wind 0.0000 0.0000 0.1732 1.0000
pop_den:med_inc:is_anti_wind pop_den:med_inc:is_anti_wind 0.0000 0.0000 0.5593 1.0000

The Big Question

May an assumption be made that regardless of population density, areas with higher median income have a greater propensity for inactive wind power plants and are more at risk of experiencing spatially distorted signalling?

To answer this, let’s touch a bit on the social psychology at potentially at play.

Code
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# ----  Plant Acitivity Visual   ----
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# MRS. Robinson approach: matching, restriction,
# stratification, regression

# summarize grouped probabilities
groupwise_propensity <- wind_us %>%
  group_by(income_label, density_label, anti_label) %>%
  summarise(
    # model-based probability // propensity score
    propensity_score = mean(predicted_prob),
    # actual treatment rate // where treatment is an active plant
    observed_active_status = mean(status), 
    # number of units in group
    n = n(),
    # p-test
    p_value = prop.test(round(mean(status) * n()), n())$p.value,
    .groups = "drop"
  ) %>%
  # clean it up for plotting
  rename(
    `Income Percentile`  = income_label,
    `Population Density Percentile` = density_label,
    `Wind Opinion` = anti_label,
    `Estimated Probability of Active Wind Plant` = propensity_score,
    `Observed Wind Plant Status Rate` = observed_active_status,
    `No. Matching Areas` = n,
    `p-value` = p_value
  )
# we want to know our plant names when we map, so doing a minimal join
groupwise_propensity <- st_join(x = groupwise_propensity, y = wind_us[, "plant_name"]) %>% 
  # clean up the name
  rename(`Plant Name` = plant_name) %>% 
  # reorder for a more informative table 
  select(`Plant Name`,`Estimated Probability of Active Wind Plant`,
         `Observed Wind Plant Status Rate`, `Income Percentile`, 
         `Population Density Percentile`, `Wind Opinion`, 
         `No. Matching Areas`,`p-value`)

# expand multipoints into points 
# each point gets repeated attributes
prob_points <- groupwise_propensity %>% st_cast("POINT")

# create color palette
pal <- colorFactor(
  palette = c("#E1BE6A", "#40B0A6"),
  domain = prob_points$`Wind Opinion`
)

# create popup content for each point
popup_content <- paste0(
  "<strong>Plant Name:</strong> ", prob_points$`Plant Name`, "<br>",
  "<strong>Income Percentile:</strong> ", prob_points$`Income Percentile`, "<br>",
  "<strong>Population Density Percentile:</strong> ", prob_points$`Population Density Percentile`, "<br>",
  "<strong>Wind Opinion:</strong> ", prob_points$`Wind Opinion`, "<br>",
  "<strong>Estimated Probability of Active Wind Plant:</strong> ", round(prob_points$`Estimated Probability of Active Wind Plant`, 3), "<br>",
  "<strong>Observed Wind Plant Status Rate:</strong> ", round(prob_points$`Observed Wind Plant Status Rate`, 3), "<br>",
  "<strong>No. Matching Areas:</strong> ", prob_points$Count
)

# display our updated map!
leaflet(prob_points) %>%
  addTiles() %>%
  addCircleMarkers(
    color = ~pal(`Wind Opinion`),
    radius = 6,
    stroke = FALSE,
    fillOpacity = 0.7,
    popup = popup_content
  ) %>%
  addLegend(
    "bottomright",
    pal = pal,
    values = ~`Wind Opinion`,
    title = "Wind Opinion",
    opacity = 1
  )

Figure 5: Toggleable map of the wind power plants colored by local energy-sentiments (anti-wind is yellow, pro/neutral is blue). Clicking a bubble will reveal the respective percentiles for the area’s categorized covariates, the propensity score for an active wind plant, observed wind plant activity rate, and the number of matching observations within the dataset.

Donations, Lobbying, and Political Mobilization

  • Addressing this question involves acknowledging the power that is associated with financial freedom and expendable resources. Higher-income individuals typically have more resources and time to engage in political activities, make substantial donations to lobbying groups, as well as subsidize political campaigns to promote specific agendas (McCright, & Dunlap, 2011, p. 402). This financial influence can interfere the development and implementation of local energy projects. Wealthier communities may prioritize different types of energy projects based on their personal economic and environmental goals. They may lobby to invest in more traditional energy options rather than large-scale sustainability projects (Wolsink, 2007). Propensity scores for this multivariate analysis displayed downward trends in wind plant activity as the median income increased, align with this line of thinking, potentially revealing broader underlining patterns of power and influence at work. As intuitively expected, high-income areas throughout the population density spectrum had the lowest likelihood of having an active local wind plant. This observation is intriguing and suggests that higher income alone may decrease the probability of wind power plant activity.
  • Higher-income groups may have different priorities or less immediate needs for resilent infrastructure compared to lower-income communities. A study on socioeconomic dynamics found socioeconomic status significantly affects individuals’ environmental attitudes and policy preferences (McCright & Dunlap, 2011, p. 402). Areas with higher incomes may prioritize other forms of energy or infrastructure development based on their resources and political connections. One reasoning behind this may be that wealthier communities often have different priorities or face different economic constraints, which can affect their engagement with renewable energy projects (Stokes & Breetz, 2018). The trend observed in this analysis demonstrated wealthier communities had a decrease in the probability of having an active wind plant. These insights align with the notion that economic power and market conditions influence decisions related to energy infrastructure (Kirschen & Strbac, 2004, p. 112). A reason for this may be preexisiting access to alternative energy solutions, reducing the pressure to immediately implement wind infrastructure.
  • Public opposition is an influencing factor in the siting and development of wind energy projects. As suspected, areas with higher opposition to wind infrastructure are less likely to have operational wind plants. Community opposition is a well-documented barrier to wind energy deployment, local resistance can severely impact the implementation of wind energy projects (Krohn & Damborg, 1999). Community attitudes play a crucial role in the success of wind projects, with higher opposition correlating with reduced likelihood of project success (Wolsink, 2007). Those with expendable resources are able to spend their time organizing, mobilizing, and protesting legislation rather than working to make ends meet like majority opinion holders. Addressing barriers preventing lower-earning community members from participating politically is essential for enhancing the feasibility of wind energy initiatives, as well as understanding minority opinion motivation to resist clean energy developments.

Probability of Active Wind Plant Status by Socioeconomic Groups

Code
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# ---- Wind Sentiment Tables   ----
#~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
# Split into two tables by Wind Opinion
prob_summary_yes <- groupwise_propensity %>% filter(`Wind Opinion` == "Anti-Wind")
prob_summary_no <- groupwise_propensity %>% filter(`Wind Opinion` == "Pro/Neutral")    

# Display the table for "Anti-wind"
kable(prob_summary_yes, format = "html", digits = 3,
      caption = "Table 2: Probability of Active Wind Plant by Income and Population Density (Anti-Wind Opinion)") %>%
  kable_styling(
    bootstrap_options = c("striped", "hover", "condensed", "responsive"),
    position = "center",
    font_size = 12
  )
Table 2: Probability of Active Wind Plant by Income and Population Density (Anti-Wind Opinion)
Plant Name Estimated Probability of Active Wind Plant Observed Wind Plant Status Rate Income Percentile Population Density Percentile Wind Opinion No. Matching Areas p-value geometry
bingham wind 0.897 1.000 25% Percentile 25% Anti-Wind 10 0.004 MULTIPOINT ((-69.76194 45.1...
thunder spirit wind, llc 0.897 1.000 25% Percentile 25% Anti-Wind 10 0.004 MULTIPOINT ((-69.76194 45.1...
horse creek wind farm 0.897 1.000 25% Percentile 25% Anti-Wind 10 0.004 MULTIPOINT ((-69.76194 45.1...
fairfield wind 0.897 1.000 25% Percentile 25% Anti-Wind 10 0.004 MULTIPOINT ((-69.76194 45.1...
dunlap 0.897 1.000 25% Percentile 25% Anti-Wind 10 0.004 MULTIPOINT ((-69.76194 45.1...
seven mile hill 0.897 1.000 25% Percentile 25% Anti-Wind 10 0.004 MULTIPOINT ((-69.76194 45.1...
ainsworth wind 0.897 1.000 25% Percentile 25% Anti-Wind 10 0.004 MULTIPOINT ((-69.76194 45.1...
smoky hills wind project phase i 0.898 1.000 25% Percentile 50% Anti-Wind 13 0.001 MULTIPOINT ((-86.53389 45.7...
heritage garden wind farm i llc 0.898 1.000 25% Percentile 50% Anti-Wind 13 0.001 MULTIPOINT ((-86.53389 45.7...
laurel hill wind 0.898 1.000 25% Percentile 50% Anti-Wind 13 0.001 MULTIPOINT ((-86.53389 45.7...
smoky hills wind project phase ii 0.898 1.000 25% Percentile 50% Anti-Wind 13 0.001 MULTIPOINT ((-86.53389 45.7...
prairie breeze 0.898 1.000 25% Percentile 50% Anti-Wind 13 0.001 MULTIPOINT ((-86.53389 45.7...
grant county wind llc 0.898 1.000 25% Percentile 50% Anti-Wind 13 0.001 MULTIPOINT ((-86.53389 45.7...
magic valley wind farm i llc 0.898 1.000 25% Percentile 50% Anti-Wind 13 0.001 MULTIPOINT ((-86.53389 45.7...
ocotillo express llc 0.898 1.000 25% Percentile 50% Anti-Wind 13 0.001 MULTIPOINT ((-86.53389 45.7...
palouse 0.898 1.000 25% Percentile 50% Anti-Wind 13 0.001 MULTIPOINT ((-86.53389 45.7...
dry lake wind llc 0.898 1.000 25% Percentile 50% Anti-Wind 13 0.001 MULTIPOINT ((-86.53389 45.7...
mount storm wind farm 0.896 1.000 25% Percentile 75% Anti-Wind 8 0.013 MULTIPOINT ((-68.14722 46.0...
big turtle wind farm, llc 0.896 1.000 25% Percentile 75% Anti-Wind 8 0.013 MULTIPOINT ((-68.14722 46.0...
oakfield wind project 0.896 1.000 25% Percentile 75% Anti-Wind 8 0.013 MULTIPOINT ((-68.14722 46.0...
bluegrass ridge 0.896 1.000 25% Percentile 75% Anti-Wind 8 0.013 MULTIPOINT ((-68.14722 46.0...
pinnacle wind force llc 0.896 1.000 25% Percentile 75% Anti-Wind 8 0.013 MULTIPOINT ((-68.14722 46.0...
record hill wind 0.896 1.000 25% Percentile 75% Anti-Wind 8 0.013 MULTIPOINT ((-68.14722 46.0...
nedpower mount storm 0.896 1.000 25% Percentile 75% Anti-Wind 8 0.013 MULTIPOINT ((-68.14722 46.0...
blackwell 0.896 1.000 25% Percentile 75% Anti-Wind 8 0.013 MULTIPOINT ((-68.14722 46.0...
noccalula wind 0.898 0.875 25% Percentile 100% Anti-Wind 16 0.006 MULTIPOINT ((-68.3802 45.34...
turkey heaven mountain wind 0.898 0.875 25% Percentile 100% Anti-Wind 16 0.006 MULTIPOINT ((-68.3802 45.34...
stoney corners wind farm 0.898 0.875 25% Percentile 100% Anti-Wind 16 0.006 MULTIPOINT ((-68.3802 45.34...
jericho power 0.898 0.875 25% Percentile 100% Anti-Wind 16 0.006 MULTIPOINT ((-68.3802 45.34...
weatherford wind energy center 0.898 0.875 25% Percentile 100% Anti-Wind 16 0.006 MULTIPOINT ((-68.3802 45.34...
armenia mountain wind farm 0.898 0.875 25% Percentile 100% Anti-Wind 16 0.006 MULTIPOINT ((-68.3802 45.34...
university of minnesota west central research and outreach center 0.898 0.875 25% Percentile 100% Anti-Wind 16 0.006 MULTIPOINT ((-68.3802 45.34...
the university of maine at presque isle's wind project 0.898 0.875 25% Percentile 100% Anti-Wind 16 0.006 MULTIPOINT ((-68.3802 45.34...
mission creek wind project 0.874 0.800 50% Percentile 25% Anti-Wind 10 0.114 MULTIPOINT ((-68.2425 44.72...
letcher township wind project 0.874 0.800 50% Percentile 25% Anti-Wind 10 0.114 MULTIPOINT ((-68.2425 44.72...
bull hill wind project 0.874 0.800 50% Percentile 25% Anti-Wind 10 0.114 MULTIPOINT ((-68.2425 44.72...
north sky river energy llc 0.874 0.800 50% Percentile 25% Anti-Wind 10 0.114 MULTIPOINT ((-68.2425 44.72...
passadumkeag windpark llc 0.874 0.800 50% Percentile 25% Anti-Wind 10 0.114 MULTIPOINT ((-68.2425 44.72...
perrin ranch wind llc 0.874 0.800 50% Percentile 25% Anti-Wind 10 0.114 MULTIPOINT ((-68.2425 44.72...
latigo wind park 0.874 0.800 50% Percentile 25% Anti-Wind 10 0.114 MULTIPOINT ((-68.2425 44.72...
pine tree wind power project 0.874 0.800 50% Percentile 25% Anti-Wind 10 0.114 MULTIPOINT ((-68.2425 44.72...
tehachapi wind resource ii 0.874 0.800 50% Percentile 25% Anti-Wind 10 0.114 MULTIPOINT ((-68.2425 44.72...
glacier wind 0.874 0.800 50% Percentile 25% Anti-Wind 10 0.114 MULTIPOINT ((-68.2425 44.72...
blue ribbon energy project 0.868 0.667 50% Percentile 50% Anti-Wind 9 0.505 MULTIPOINT ((-70.38111 44.5...
anderson county wind farm 0.868 0.667 50% Percentile 50% Anti-Wind 9 0.505 MULTIPOINT ((-70.38111 44.5...
saddleback ridge wind farm 0.868 0.667 50% Percentile 50% Anti-Wind 9 0.505 MULTIPOINT ((-70.38111 44.5...
barton chapel wind farm 0.868 0.667 50% Percentile 50% Anti-Wind 9 0.505 MULTIPOINT ((-70.38111 44.5...
buckeye wind energy center 0.868 0.667 50% Percentile 50% Anti-Wind 9 0.505 MULTIPOINT ((-70.38111 44.5...
meade wind farm 0.872 0.941 50% Percentile 75% Anti-Wind 17 0.001 MULTIPOINT ((-68.86583 44.0...
cross winds energy park 0.872 0.941 50% Percentile 75% Anti-Wind 17 0.001 MULTIPOINT ((-68.86583 44.0...
osborn wind energy 0.872 0.941 50% Percentile 75% Anti-Wind 17 0.001 MULTIPOINT ((-68.86583 44.0...
kingdom community wind 0.872 0.941 50% Percentile 75% Anti-Wind 17 0.001 MULTIPOINT ((-68.86583 44.0...
michigan wind 1 0.872 0.941 50% Percentile 75% Anti-Wind 17 0.001 MULTIPOINT ((-68.86583 44.0...
tuscola wind ii llc 0.872 0.941 50% Percentile 75% Anti-Wind 17 0.001 MULTIPOINT ((-68.86583 44.0...
criterion 0.872 0.941 50% Percentile 75% Anti-Wind 17 0.001 MULTIPOINT ((-68.86583 44.0...
sheffield wind 0.872 0.941 50% Percentile 75% Anti-Wind 17 0.001 MULTIPOINT ((-68.86583 44.0...
benton county wind farm 0.872 0.941 50% Percentile 75% Anti-Wind 17 0.001 MULTIPOINT ((-68.86583 44.0...
noble bliss windpark llc 0.872 0.941 50% Percentile 75% Anti-Wind 17 0.001 MULTIPOINT ((-68.86583 44.0...
o'brien 0.872 0.941 50% Percentile 75% Anti-Wind 17 0.001 MULTIPOINT ((-68.86583 44.0...
tuscola ii 0.872 0.941 50% Percentile 75% Anti-Wind 17 0.001 MULTIPOINT ((-68.86583 44.0...
west fork wind energy project 0.872 0.692 50% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-74.10333 44.8...
richfield wind 0.872 0.692 50% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-74.10333 44.8...
mason county 0.872 0.692 50% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-74.10333 44.8...
jericho rise wind farm llc 0.872 0.692 50% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-74.10333 44.8...
settlers trail wind farm llc 0.872 0.692 50% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-74.10333 44.8...
allegheny ridge wind farm 0.872 0.692 50% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-74.10333 44.8...
locust ridge 0.872 0.692 50% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-74.10333 44.8...
locust ridge ii llc 0.872 0.692 50% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-74.10333 44.8...
charlie creek wind farm 0.838 0.714 75% Percentile 25% Anti-Wind 7 0.450 MULTIPOINT ((-103.3143 47.1...
spring valley wind project 0.838 0.714 75% Percentile 25% Anti-Wind 7 0.450 MULTIPOINT ((-103.3143 47.1...
desert sky 0.838 0.714 75% Percentile 25% Anti-Wind 7 0.450 MULTIPOINT ((-103.3143 47.1...
brady wind energy center 0.833 1.000 75% Percentile 50% Anti-Wind 7 0.023 MULTIPOINT ((-71.2925 44.70...
buffalo ridge i llc 0.833 1.000 75% Percentile 50% Anti-Wind 7 0.023 MULTIPOINT ((-71.2925 44.70...
elk river wind 0.833 1.000 75% Percentile 50% Anti-Wind 7 0.023 MULTIPOINT ((-71.2925 44.70...
buffalo ridge ii llc 0.833 1.000 75% Percentile 50% Anti-Wind 7 0.023 MULTIPOINT ((-71.2925 44.70...
gray county wind energy 0.833 1.000 75% Percentile 50% Anti-Wind 7 0.023 MULTIPOINT ((-71.2925 44.70...
wildcat wind farm i, llc 0.835 0.933 75% Percentile 75% Anti-Wind 15 0.002 MULTIPOINT ((-69.35 44.4967...
blue creek wind project 0.835 0.933 75% Percentile 75% Anti-Wind 15 0.002 MULTIPOINT ((-69.35 44.4967...
california ridge wind energy llc 0.835 0.933 75% Percentile 75% Anti-Wind 15 0.002 MULTIPOINT ((-69.35 44.4967...
pioneer trail wind farm, llc 0.835 0.933 75% Percentile 75% Anti-Wind 15 0.002 MULTIPOINT ((-69.35 44.4967...
beaver ridge wind 0.835 0.933 75% Percentile 75% Anti-Wind 15 0.002 MULTIPOINT ((-69.35 44.4967...
rail splitter wind farm 0.835 0.933 75% Percentile 75% Anti-Wind 15 0.002 MULTIPOINT ((-69.35 44.4967...
dry lake wind ii llc 0.835 0.933 75% Percentile 75% Anti-Wind 15 0.002 MULTIPOINT ((-69.35 44.4967...
streator cayuga ridge south 0.835 0.933 75% Percentile 75% Anti-Wind 15 0.002 MULTIPOINT ((-69.35 44.4967...
new england wind llc 0.835 0.933 75% Percentile 75% Anti-Wind 15 0.002 MULTIPOINT ((-69.35 44.4967...
top crop wind farm 0.835 0.933 75% Percentile 75% Anti-Wind 15 0.002 MULTIPOINT ((-69.35 44.4967...
hoosac 0.835 0.933 75% Percentile 75% Anti-Wind 15 0.002 MULTIPOINT ((-69.35 44.4967...
cape vincent wind project 0.835 0.692 75% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-102.0522 33.6...
atlantic wind 0.835 0.692 75% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-102.0522 33.6...
hardscrabble wind power llc 0.835 0.692 75% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-102.0522 33.6...
lake winds energy park 0.835 0.692 75% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-102.0522 33.6...
forward wind energy center 0.835 0.692 75% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-102.0522 33.6...
high sheldon wind farm 0.835 0.692 75% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-102.0522 33.6...
stony creek wind farm ny 0.835 0.692 75% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-102.0522 33.6...
fenner wind 0.835 0.692 75% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-102.0522 33.6...
reese 0.835 0.692 75% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-102.0522 33.6...
bear creek 0.835 0.692 75% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-102.0522 33.6...
valley 0.835 0.692 75% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-102.0522 33.6...
massachusetts maritime academy (camp edwards wind farm) 0.835 0.692 75% Percentile 100% Anti-Wind 13 0.267 MULTIPOINT ((-102.0522 33.6...
pioneer wind park, llc 0.779 0.833 100% Percentile 25% Anti-Wind 6 0.221 MULTIPOINT ((-101.22 47.167...
oliver 0.779 0.833 100% Percentile 25% Anti-Wind 6 0.221 MULTIPOINT ((-101.22 47.167...
davison county wind project 0.793 0.857 100% Percentile 50% Anti-Wind 14 0.016 MULTIPOINT ((-120.6925 47.1...
ou spirit wind farm 0.793 0.857 100% Percentile 50% Anti-Wind 14 0.016 MULTIPOINT ((-120.6925 47.1...
red horse 2 0.793 0.857 100% Percentile 50% Anti-Wind 14 0.016 MULTIPOINT ((-120.6925 47.1...
shannon wind 0.793 0.857 100% Percentile 50% Anti-Wind 14 0.016 MULTIPOINT ((-120.6925 47.1...
big sky wind llc 0.793 0.857 100% Percentile 50% Anti-Wind 14 0.016 MULTIPOINT ((-120.6925 47.1...
mountain wind power llc 0.793 0.857 100% Percentile 50% Anti-Wind 14 0.016 MULTIPOINT ((-120.6925 47.1...
mountain wind power ii llc 0.793 0.857 100% Percentile 50% Anti-Wind 14 0.016 MULTIPOINT ((-120.6925 47.1...
vestas towers america, inc. 0.793 0.857 100% Percentile 50% Anti-Wind 14 0.016 MULTIPOINT ((-120.6925 47.1...
alta wind energy center i 0.793 0.857 100% Percentile 50% Anti-Wind 14 0.016 MULTIPOINT ((-120.6925 47.1...
high plains 0.793 0.857 100% Percentile 50% Anti-Wind 14 0.016 MULTIPOINT ((-120.6925 47.1...
kittitas valley 0.793 0.857 100% Percentile 50% Anti-Wind 14 0.016 MULTIPOINT ((-120.6925 47.1...
nome 0.793 0.857 100% Percentile 50% Anti-Wind 14 0.016 MULTIPOINT ((-120.6925 47.1...
leon wind 0.774 0.833 100% Percentile 75% Anti-Wind 18 0.010 MULTIPOINT ((-71.85629 43.6...
fourmile ridge 0.774 0.833 100% Percentile 75% Anti-Wind 18 0.010 MULTIPOINT ((-71.85629 43.6...
pleasant valley wind farm 0.774 0.833 100% Percentile 75% Anti-Wind 18 0.010 MULTIPOINT ((-71.85629 43.6...
horse hollow wind energy center 0.774 0.833 100% Percentile 75% Anti-Wind 18 0.010 MULTIPOINT ((-71.85629 43.6...
fpl energy illinois wind llc 0.774 0.833 100% Percentile 75% Anti-Wind 18 0.010 MULTIPOINT ((-71.85629 43.6...
kingfisher wind llc 0.774 0.833 100% Percentile 75% Anti-Wind 18 0.010 MULTIPOINT ((-71.85629 43.6...
berkshire wind power project 0.774 0.833 100% Percentile 75% Anti-Wind 18 0.010 MULTIPOINT ((-71.85629 43.6...
blackstone wind farm ii llc 0.774 0.833 100% Percentile 75% Anti-Wind 18 0.010 MULTIPOINT ((-71.85629 43.6...
groton wind llc 0.774 0.833 100% Percentile 75% Anti-Wind 18 0.010 MULTIPOINT ((-71.85629 43.6...
kaheawa wind power ii llc 0.774 0.833 100% Percentile 75% Anti-Wind 18 0.010 MULTIPOINT ((-71.85629 43.6...
mower county 0.774 0.833 100% Percentile 75% Anti-Wind 18 0.010 MULTIPOINT ((-71.85629 43.6...
twin groves 0.774 0.833 100% Percentile 75% Anti-Wind 18 0.010 MULTIPOINT ((-71.85629 43.6...
beautiful hill wind farm project 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
future generation wind 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
shirley wind 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
fire island wind 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
georgia mountain community wind farm 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
kingston wind independence 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
pilot hill wind farm 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
fairhaven wind 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
scituate wind 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
town of falmouth wwtp 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
university of delaware wind turbine 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
carleton college 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
blue sky green field wind project 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
geneseo 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
portsmouth 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
international brotherhood of electrical workers local 103 0.778 0.714 100% Percentile 100% Anti-Wind 21 0.081 MULTIPOINT ((-73.07 44.6616...
Code
# Display the table for "Pro/Neutral Wind"
kable(prob_summary_no, format = "html", digits = 24,
      caption = "Table 3: Probability of Active Wind Plant by Income and Population Density (Pro/Neutral-Wind Opinion)") %>%
  kable_styling(
    bootstrap_options = c("striped", "hover", "condensed", "responsive"),
    position = "center",
    font_size = 12
  )
Table 3: Probability of Active Wind Plant by Income and Population Density (Pro/Neutral-Wind Opinion)
Plant Name Estimated Probability of Active Wind Plant Observed Wind Plant Status Rate Income Percentile Population Density Percentile Wind Opinion No. Matching Areas p-value geometry
chevak 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
gambell wind 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
hooper bay 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
jackman land port of entry wind turbines 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
quinhagak 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
savoonga 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
toksook bay 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
unalakleet 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
javelina wind energy ii, llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
green pastures wind i 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
green pastures wind ii 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
cirrus wind 1 llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
notrees windpower 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
briscoe wind farm 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
mcadoo wind energy llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
day county wind llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
sawtooth wind project 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
whitetail 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
alexander wind farm llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
anacacho wind farm, llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
big top llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
camp reed 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
desert meadow windfarm 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
hammett hill windfarm 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
klondike windpower iii 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
lamar plant 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
limon iii wind llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
macho springs power i 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
mainline windfarm 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
mountain home 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
osage wind, llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
pacific canyon windfarm llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
ryegrass windfarm 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
sand ranch windfarm llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
sherbino i wind farm 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
sherbino ii 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
stetson wind i 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
stetson wind ii 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
two ponds windfarm 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
wagon trail llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
cedar bluff wind, llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
cimarron bend wind project i, llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
loraine windpark project llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
patu wind farm llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
biglow canyon wind farm 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
hay canyon wind power llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
rugby wind power project 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
star point wind project llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
four mile canyon windfarm llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
twin buttes wind project 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
musselshell wind project 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
greensburg 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
roscoe wind farm llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
aragonne wind llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
caprock wind farm 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
greenfield wind - mt 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
new mexico wind energy center 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
springview 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
rock river i llc 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
medicine bow 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
woodward mountain i 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
mountain air 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
echo_mor 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
idaho wind partners 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
hueco mountain wind ranch 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
tin city long range radar station 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
landusky wind energy project 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
martinsdale hutterite colony wind farm 0.9874322 0.9886364 25% Percentile 25% Pro/Neutral 88 1.292240e-19 MULTIPOINT ((-67.971 45.614...
rocky ridge wind project 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
brookfield tehachapi 1 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
pinyon pine ii 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
alta wind viii 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
anderson wind i 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
bobcat bluff wind project llc 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
crofton bluffs wind llc 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
flat ridge wind energy llc 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
flat ridge wind farm 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
jeffers wind 20 llc 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
juniper canyon i wind project 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
osceola windpower ii 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
prairie breeze ii 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
tuolumne wind project 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
wake wind energy center 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
windthorst-2 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
windy flats wind project 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
alta wind energy center iv 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
big horn wind ii 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
big horn wind project 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
linden wind energy project 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
power county wind park north 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
power county wind park south 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
harvest wind project 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
ralls wind farm 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
foundation cemex bmq 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
pakini nui wind farm 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
windy point 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
brown county wind turbine 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
cemex black mountain quarry 0.9874621 0.9782609 25% Percentile 50% Pro/Neutral 46 2.297590e-10 MULTIPOINT ((-101.5547 46.9...
twin ridges wind farm 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
rippey wind farm 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
snyder wind farm 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
origin wind 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
frontier windpower 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
rush springs wind 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
scurry county wind ii 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
stanton wind energy llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
blue canyon windpower vi llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
cape cod air force station - 6 sws 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
community wind north llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
junction hilltop wind farm 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
kay wind, llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
mariah del norte 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
nextera-blackwell wind, llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
pyron wind farm llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
ridgewind 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
trinity hills 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
blue canyon windpower ii 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
city of soledad water reclamation 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
drift sand wind project llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
marsh hill wind farm 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
noble altona windpark llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
new creek wind 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
buffalo mountain energy center 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
breezy bucks i llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
roadrunner i llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
salty dog i llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
salty dog ii llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
mountaineer wind energy center 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
texico wind ranch lp 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
mill run windpower 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
buffalo mountain 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
florence hills llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
foundation rrm 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
hadley ridge llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
hope creek llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
k-brink windfarm llc 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
minwind 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
kas brothers windfarm 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
nestle waters 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
robertsons ready mix 0.9877794 1.0000000 25% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-67.8111 46.54...
conneaut middle school 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
noresco 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
ohio northern university 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
phoenix press 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
mckinley wind park 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
ringer hill wind farm, llc 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
cameron wind 1 llc 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
le wind turbine 1 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
los vientos wind 1a 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
los vientos wind 1b 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
los vientos windpower iv 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
ccc hastings wind turbine 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
gunsight mountain wind energy llc 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
harbor wind llc 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
kirkwood wind turbine 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
odin wind farm llc 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
steel winds ii 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
steel winds wind farm 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
wagner wind llc 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
alta wind x 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
mesalands comm college wind turbine 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
roth rock wind farm llc 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
worthington 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
pike county wind power 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
wcroc wind farm 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
randolph eastern school wind turbine 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
dillon wind llc 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
fpl e somerset windpower llc 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
san gorgonio windplant wpp1993 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
foundation wal-mart red bluff 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
mountain view i&2 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
mountain view iii 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
central community college-hastings 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
garnet wind energy center 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
brookfield wind park 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
walmart red bluff 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
pyco soaring wind farm 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
lwsc wind turbine 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
american windmill museum 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
method manufacturing plant 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
forbes park 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
appalachian state 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
hyannis country garden 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
turtle mountain college 0.9906839 1.0000000 25% Percentile 100% Pro/Neutral 55 3.304751e-13 MULTIPOINT ((-95.87703 45.5...
ge 1.7-100 prototype 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
horseshoe bend wind llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
south hurlburt wind llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
busch ranch wind energy farm 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
spring canyon 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
turkey track wind energy llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
arlington wind power project 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
ashtabula wind ii llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
blue summit wind llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
electra wind farm 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
peak view wind farm 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
peetz table wind energy 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
prairie winds sd1 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
valentine wind, llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
wheat field wind power project 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
broken bow wind ii, llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
broken bow wind llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
capricorn ridge wind llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
champion wind farm llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
ec&r panther creek wind farm iii 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
flat ridge 2 wind energy llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
forest creek wind farm llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
hackberry wind farm 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
huerfano river wind 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
lower snake river wind energy project 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
oak tree energy 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
rolling thunder wind farm 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
roosevelt county 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
spring canyon expansion wind energy ctr 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
sweetwater wind 5 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
taloga wind llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
tx jumbo road wind 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
hancock wind plant 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
leaning juniper 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
milford wind corridor stage ii llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
naturener glacier wind energy 1 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
naturener rim rock energy 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
red mesa wind llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
spion kop wind farm 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
sweetwater wind 2 llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
sweetwater wind 3 llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
luverne wind farm 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
pebble springs wind llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
northern colorado wind llc 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
ridge crest wind partners 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
fpl energy north dakota wind i/ii 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
buffalo gap 2 wind farm 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
nine canyon 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
kingman wind energy center 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
mozart 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
titan i 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
rattlesnake road 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
red mesa 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
lone star 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
crow lake wind 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
wray school district 0.9881681 1.0000000 50% Percentile 25% Pro/Neutral 74 2.137287e-17 MULTIPOINT ((-68.14694 44.7...
senate wind llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
pocahontas prairie wind farm 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
marshall wind farm 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
kit carson windpower 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
cedar point wind 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
wind gem 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
crossroads wind farm 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
pomeroy wind farm 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
victory wind farm 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
crystal lake 3 llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
cumberland rose 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
fontanelle 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
meadow ridge 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
seiling wind i 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
adair wind farm 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
bulldog 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
carousel wind farm llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
cow branch 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
eclipse wind farm 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
flat water wind farm llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
fpl energy crystal lake wind ii llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
laredo ridge wind llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
limon wind i 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
limon wind ii 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
morning light wind farm 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
rolling hills wind farm 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
tpw petersburg 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
tucannon river wind farm 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
whirlwind energy center 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
wolverine 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
crane creek wind energy center 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
south plains ii 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
winnebago wind power project 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
pleasant hill wind energy project 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
farmers city wind llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
blue breezes ii llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
blue breezes llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
loess hills 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
greenback energy 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
lucky wind 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
bisson windfarm llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
cg windfarm llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
marengo wind plant 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
tg windfarm llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
tofteland windfarm llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
uilk wind llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
westridge windfarm llc 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
fort hays state university 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
seiling 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
buffalo dunes 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
forward fontanelle 0.9881626 1.0000000 50% Percentile 50% Pro/Neutral 67 7.433292e-16 MULTIPOINT ((-120.7531 47.1...
little elk wind project llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
headwaters wind farm llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
hoopeston wind llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
marble river wind farm 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
leonardo wind 1 llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
harpster wind 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
nlmu wind 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
buffalo center wind llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
minco wind i, llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
minco wind iii, llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
pioneer prairie wind farm 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
garden wind llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
kelly creek wind project 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
viking wind partners 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
bennett creek windfarm llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
carroll area wind farm 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
edom hills project 1 llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
harvest 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
howard wind farm 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
lakefield wind project llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
lundgren wind project 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
o'brien wind 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
post rock wind power project, llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
threemile canyon 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
buffalo gap 3 wind farm 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
maple ridge wind farm 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
welcome wind turbine 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
spruce mountain wind 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
valley view transmission llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
mountain lake 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
g flow wind llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
green acres breeze llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
wolf wind enterprises llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
south trent wind farm 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
cabazon wind partners 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
champepaden wind power 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
moulton wind power 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
ruthton ridge llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
soliloquoy ridge llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
spartan hills llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
twin lake hills llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
windom wind project 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
winters spawn llc 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
buffalo gap wind farm 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
pinnebog 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
little cedar 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
noble ellenburg windpark 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
arnold wind farm 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
north newton school corporation 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
bingham lake wind 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
tjaden farms 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
laker elementary school 0.9882450 0.9740260 50% Percentile 75% Pro/Neutral 77 2.302811e-16 MULTIPOINT ((-70.55981 44.4...
margaretta elementary school 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
nexgen 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
highland north wind farm 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
mehoopany wind energy llc 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
patton wind farm 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
st. olaf wind turbine 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
greenfield wind 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
highland wind project (pa) 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
luther college wind project 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
taconite ridge 1 wind energy center 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
willmar 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
casselman wind power project 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
lubbock wind ranch 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
noble chateaugay windpark llc 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
taylor farms 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
nbc field's point wind farm 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
waymart wind 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
wethersfield wind farm 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
field's point wastewater treatment facility ( narragansett bay commission) 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
fort huachuca 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
conneaut waste water treatment 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
state fair wind turbine 0.9900075 0.9285714 50% Percentile 100% Pro/Neutral 28 1.382694e-05 MULTIPOINT ((-74.0299 44.89...
goodwell wind project llc 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
grande prairie wind farm 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
high mesa 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
wildcat wind 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
baffin wind 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
baldwin wind llc 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
balko wind llc 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
cedar hills wind farm 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
fpl energy burleigh county wind 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
kode novus i 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
kode novus ii 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
wilton wind ii llc 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
cassia gulch 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
cedar creek ii 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
elk city llc 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
fossil gulch 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
golden spread panhandle wnd rch 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
milner dam wind park llc 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
oregon trail wind park 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
pattern gulf wind 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
payne's ferry 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
red hills wind project llc 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
salmon falls wind park 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
sleeping bear llc 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
spinning spur wind ii 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
spinning spur wind llc 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
tatanka wind power llc 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
thousand springs wind park 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
tuana gulch wind park 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
tuana springs 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
tx hereford wind 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
ashtabula wind energy center 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
dempsey ridge wind farm 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
exc wind 5 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
exc wind 6 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
oklahoma wind energy center 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
chamberlain wind project 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
nwp indian mesa wind farm 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
gulf wind 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
big smile wind farm at dempsey ridge 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
lake region state college wind turbine 0.9887634 0.9838710 75% Percentile 25% Pro/Neutral 62 6.731306e-14 MULTIPOINT ((-97.8853 47.12...
community wind south 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
keechi wind 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
prairie rose wind farm 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
south fork wind farm 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
waverly wind farm llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
cimarron wind energy llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
cimarron windpower ii 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
ironwood wind 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
sunray wind i 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
moraine ii wind llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
spearville 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
creston ridge wind farm 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
horseshoe bend wind park 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
little pringle i wind farm 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
little pringle ii wind farm 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
butter creek power llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
christoffer wind energy iv llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
colorado highlands wind 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
elm creek wind ii llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
golden west power partners llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
grandview wind farm, llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
kc energy llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
kss turbines llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
marshall wind 1 llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
marshall wind 2 llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
marshall wind 4 llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
marshall wind 5 llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
oregon trail windfarm llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
pattern panhandle wind llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
prairie wind power llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
shane's wind machine 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
spearville 3 llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
ward butte windfarm llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
elm creek wind llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
franklin county wind farm 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
lakota wind wind farm 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
nobles wind project 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
four corners windfarm llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
exc wind 10 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
exc wind 11 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
exc wind 7 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
exc wind 8 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
exc wind 9 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
carstensen wind 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
b&k energy systems llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
dl windy acres llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
hancock county wind energy center 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
s&p windfarm llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
llano estacado wind ranch 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
autumn hills llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
boeve windfarm llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
fey windfarm llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
intrepid 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
jessica mills llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
sun river llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
windcurrent farms llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
iowa distributed wind generation project 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
fpl energy vansycle llc (or) 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
gaines cavern wind project 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
ewington 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
echo_uma 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
brahms wind, llc 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
woodstock municipal wind 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
tholen & petersen 0.9887455 0.9887640 75% Percentile 50% Pro/Neutral 89 7.796100e-20 MULTIPOINT ((-111.4392 47.4...
arends brothers wind turbine 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
burco farm & feed 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
upper scioto valley school 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
bishop hill ii wind farm 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
cashton greens wind farm 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
hawkeye wind farm 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
paulding wind farm ii 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
paulding wind farm iii 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
beebe renewable energy llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
traer wind project 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
windwalkers llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
bishop hill energy llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
grand ridge wind energy center 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
haviland plastic products 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
walnut wind farm 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
adams wind generations llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
agriwind 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
chopin wind llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
danielson wind farms llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
fpl energy montezuma winds llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
hardin hilltop wind llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
laurel wind farm 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
montezuma wind ii 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
shiloh iii wind project llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
shiloh wind project 2 llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
solano wind 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
vienna wind farm 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
wellsburg wind project 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
blue canyon windpower 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
fowler ridge iv wind farm llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
golden acorn casino 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
trimont area wind farm 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
hoosier wind project llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
pacific wind llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
shiloh iv wind project llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
crescent ridge 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
barton windpower llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
providence heights wind llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
adams wind farm 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
winona county wind llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
high winds llc 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
montfort wind energy center 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
combine hills i 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
amazon wind farm (fowler ridge) 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
gobnob wind turbine 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
west central school corporation 0.9888465 1.0000000 75% Percentile 75% Pro/Neutral 59 4.320720e-14 MULTIPOINT ((-94.75222 45.0...
big windy 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
boyce dairy farm 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
high plains tech center 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
mountain view grand 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
richland community college 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
town of richland 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
chestnut flats wind farm 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
pisgah mountain wind 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
story city wind project 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
north allegheny windpower project 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
black oak wind farm 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
cohocton wind project 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
dutch hill wind project 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
foundation cemex river plant 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
munnsville wind farm llc 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
meadow lake wind farm llc 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
rp wind 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
wind park bear creek 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
post oak wind llc 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
g mcneilus wind farm dodge center 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
madison windpower llc 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
foundation superior farms 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
san roman 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
orangeville wind 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
cemex river plant 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
locust ridge 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
u.s. marine corp logistics base 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
archbold local schools wind turbine 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
pettisville local schools wind turbine 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
superior farms 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
cuyahoga county fairgrounds 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
case western university 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
r.griggs wind turbine 0.9902842 0.9767442 75% Percentile 100% Pro/Neutral 43 1.061064e-09 MULTIPOINT ((-68.52342 44.7...
avtec 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
meadow creek project company 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
suzlon project viii llc 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
kingman wind 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
campbell hill windpower 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
happy jack windpower project 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
wolverine creek 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
aeolus wind facility 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
dewind frisco 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
langdon wind llc 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
post wind farm lp 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
exc wind 4 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
fpl energy oliver wind i llc 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
miami wind energy center 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
rattlesnake den 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
courtenay wind farm 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
eva creek wind 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
glenrock 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
langdon wind energy center 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
exc wind 1 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
exc wind 2 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
exc wind 3 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
bull creek wind 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
red canyon 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
panther creek 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
delta wind farm 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
frisco 0.9896110 1.0000000 100% Percentile 25% Pro/Neutral 38 1.946706e-09 MULTIPOINT ((-148.9 64.0583...
tooele army depot 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
rising tree wind farm 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
rising tree wind farm ii 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
ocotillo windpower 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
roeder family wind farm llc 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
great western wind energy, llc 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
breckinridge wind project llc 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
vantage wind energy llc 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
casper wind farm 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
majestic 1 wind farm 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
majestic ii wind 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
alta wind xi 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
crosswind energy project 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
ec&r panther creek wind farm i 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
keenan ii renewable energy co llc 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
macksburg wind project 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
mustang hills llc 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
pantex 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
pattern panhandle wind 2 llc 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
teichert materials-teichert vernalis 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
top of iowa windfarm iii 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
northern iowa windpower ii 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
elbow creek wind project llc 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
top of iowa windfarm 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
wild horse 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
coram energy llc 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
coram energy llc (ect) 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
ctv power purchase contract trust 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
sweetwater wind 1 llc 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
snake river 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
pueblo towers 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
panhandle wind 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
alite 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
windland 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
pembina border station 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
nome newton peak 0.9896740 1.0000000 100% Percentile 50% Pro/Neutral 50 4.218937e-12 MULTIPOINT ((-97.24166 48.9...
muti wind turbine 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
shady oaks wind farm 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
anchor wind, llc 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
elk wind farm 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
kaheawa pastures wind farm 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
prairie star wind farm 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
mower county wind energy center 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
com adam 1wf-1 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
ec&r papalote creek i llc 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
ec&r papalote creek ii llc 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
golden hills wind 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
meadow lake wind farm ii llc 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
meadow lake wind farm iv 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
tyler bluff wind project, llc 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
wapsipinicon wind project 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
camp grove wind farm 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
high trail wind farm llc 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
iowa lakes superior wind farm 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
meadow lake wind farm iii llc 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
agassiz beach llc 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
foundation cemex madison 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
mendota hills, llc 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
diablo wind llc 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
pioneer grove 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
adam turbine 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
papalote creek 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
ag land 1 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
lee/dekalb wind 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
cemex madison 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
jiminy peak ski resort 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
kotzebue 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
berkshire east ski area 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
pigeon creek 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
mcevoy ranch 0.9897500 1.0000000 100% Percentile 75% Pro/Neutral 42 2.508861e-10 MULTIPOINT ((-162.5569 66.8...
blm field office wind turbine 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
byers auto 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
dh blattner headquarters 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
dynapower 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
easton pond business center 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
eswood school 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
hasslebach meats 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
huron schools 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
mountain peak special utility district 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
talbot county dpw 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
tj automation 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
ipswich wind turbine 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
michelangelo wind 4 llc 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
wed coventry 1 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
wed coventry 3 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
wed coventry 6 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
wed nk green 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
wed portsmouth one, llc 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
findlay wind farm 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
butler ridge 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
dept of corrections ncci wind 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
doe golden nwtc turbine side 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
eolos wind energy research field station 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
ipswich wind independence 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
kahuku wind power llc 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
ppl frey farm landfill wind 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
vasco winds 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
anheuser-busch #2 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
bayonne mua- leitner-poma wind turbine 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
mt wachusett community college 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
notus wind 1 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
zephyr wind 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
equity industrial turbines 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
pillar mountain wind project 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
waverly community wind project 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
princeton wind farm 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
euclid farm, stamco n-54 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
hull wind ii 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
foundation ab 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
buena vista energy llc 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
foundation ie 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
foundation st 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
moorhead wind turbine 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
applied materials 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
frey farm 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
no fossil fuel - kingston 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
hawi wind farm 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
gwe, llc 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
philips lightolier 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
whirlpool corporation - findlay wind farm 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
galactic wind 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
ma department of corrections gardner 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
mount wachusett community college 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
john r.s. leclerc wind turbine 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
shakopee mdewakanton sioux community wind turbine 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
el dorado wind power 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
tippecanoe valley school corporation wind turbine 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
northwestern school corporation 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
kenston school district 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
inland empire utility agency (ieua) 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
mark richey woodworking 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
safeway tracy 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
st. cloud va medical center 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
portsmouth abbey school wind turbine 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
testa produce wind turbine 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
university of massachussetts dartmouth 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
sandywoods 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
harbec plastics 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
camp williams 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
nature's classroom 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
evansville waste treatment facility 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
madison area technical college (matc) 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
mount saint mary's abbey 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
wausau high school 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
hodges badge 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
great lakes science center 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
nantucket high school 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
woods hole research center 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
hometown windpower 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
great river energy headquarters 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...
other world computing 0.9893852 0.9809524 100% Percentile 100% Pro/Neutral 105 1.690000e-22 MULTIPOINT ((-72.47704 44.1...

Model Considerations

It is important to note that there was heavy bias towards operational wind plants within the dataset, as observed in the data distribution visualization and in Summary Coefficients Table (Figure 1, Table 1). The table described a baseline 60% odds ratio of having an operational wind plant. The overall model did not provide significant findings, but encouraged deeper exploration of the data. When interpreting the model on a more granular level, the p-values across all combinations of the pro/neutral-wind percentile probabilities were found to be highly significant (**p < 0.001), and roughly half of the anti-wind probabilities were found to be significant (**p < 0.05). Although the propensity scores illuminated some trends relating higher median income and lower wind plant operational activity, these results are not statistically bolstered enough to use as strong conclusions. The lack of significance across the board suggests there may be insufficient evidence to definitively assess the impact of these variables on wind plant activity. This interpretation is intended to be used as starting point for deeper analysis.

Techniques Applied

  • Multivariate Logit Regression Models

  • Logit & Log Odds Ratio

  • Average Probability with p-test

Limitations

  • Insufficient Data & Omitted Variable Bias (OVB)

    The data set may lack comprehensive factors affecting wind plant activity, such as specific local policies or environmental conditions.The analysis is limited by omitted variables which may be additionally influence wind plant activity. Ensuring the exogeneity of variables is challenging, and logistic regression models do not account for all underlying factors.

  • Ethical Critiques

    This is not an appropriate analysis to use for definitive decision making, rather it is an introspection on influencing socioeconomic dyanmics at hand. It is not a complete representation of the populous and requires additional data to support trends discussed in the paper.

Future Works Considerations

If given the opportunity, I would expand my analysis to include a more thorough social science approach, inspecting counter-factual groups and their respective propensity scores to have an active wind power plant. I would utilize supplemental datasets to explore in greater detail exogenity to best determine which values are likely interacting and produce the best model fit. Bolstering the analysis by identifying and including relevant variables to address the omitted variables bias present in the current statistical exploration. By expanding the dataset and refining the model, the analysis could better represent the dynamics influencing the employment sustainable wind power plants.

References

Data Citation

Replication Data for: Prevalence and Predictors of Wind Energy Opposition in North America: DOI 10.7910/DVN/LE2V0R

  • Collaborators: Leah Stokes, Emma Franzblau, Jessica R. Lovering, Chris Miljanich

  • Source: American Wind Association, Columbia Sabin Center

Citations

1. Stokes, Leah C. “Electoral Backlash against Climate Policy: A Natural Experiment on Retrospective Voting and Local Resistance to Public Policy.” American Journal of Political Science, vol. 60, no. 4, 2016, pp. 958–74. JSTOR, http://www.jstor.org/stable/24877466. Accessed 30 November 2023.
2. “U.S. Department of Agriculture.” Flickr, www.flickr.com/photos/usdagov.
3. Stokes, Leah C., et al. "Prevalence and Predictors of Wind Energy Opposition in North America." Proceedings of the National Academy of Sciences, vol. 120, no. 40, Sept. 2023, doi:10.1073/pnas.2302313120.
4. McCright, A. M., & Dunlap, R. E. (2011). The Politicization of Climate Change and Polarization in the American Public's Views of Global Warming. Society & Natural Resources, 24(5), 398-413.
5. Wolsink, M. (2007). "Wind power implementation: The nature of public beliefs and the social acceptance of renewable energy". Renewable and Sustainable Energy Reviews, 11(6), 1586-1603. doi:10.1016/j.rser.2005.10.001
6. Stokes, L. C., & Breetz, H. L. (2018). Public opinion and wind energy: The impact of socio-economic factors on policy support*. Environmental Politics, 27(1), 1-22. doi:10.1080/09644016.2017.1387160
7. Kirschen, D. S., & Strbac, G. (2004). Fundamentals of Power System Economics. Wiley.
8. Krohn, S., & Damborg, S. (1999). Public attitudes towards wind power. Renewable Energy, 16(1), 954-960. doi:10.1016/S0960-1481(98)00339-5

Citation

BibTeX citation:
@online{ingersoll2023,
  author = {Ingersoll, Sofia},
  title = {Spatially {Distorted} {Signaling:} {How} {Opinions} {Against}
    {Wind} {Infrastructure} {Delay} {Our} {Transition} to {Renewable}
    {Energy}},
  date = {2023-12-14},
  url = {https://saingersoll.github.io/posts/SDS_Wind_Infrastructure},
  langid = {en}
}
For attribution, please cite this work as:
Ingersoll, Sofia. 2023. “Spatially Distorted Signaling: How Opinions Against Wind Infrastructure Delay Our Transition to Renewable Energy.” December 14, 2023. https://saingersoll.github.io/posts/SDS_Wind_Infrastructure.